KMS Of Academy of mathematics and systems sciences, CAS
Distributed Randomized PageRank Algorithm Based on Stochastic Approximation | |
Lei, Jinlong; Chen, Han-Fu | |
2015-06-01 | |
发表期刊 | IEEE TRANSACTIONS ON AUTOMATIC CONTROL |
ISSN | 0018-9286 |
卷号 | 60期号:6页码:1641-1646 |
摘要 | A distributed randomized PageRank algorithm based on stochastic approximation (SA) is proposed to estimate the importance scores of web pages. Compared with the existing methods, the algorithm given here has wider applications in the sense that it can deal with a larger class of randomizations. The strong consistency of the estimates is proved, and the robustness of the PageRank value is analyzed as well. Numerical examples are given to verify the obtained theoretic results. |
关键词 | Distributed randomized PageRank algorithm stochastic approximation strong consistency |
DOI | 10.1109/TAC.2014.2359311 |
语种 | 英语 |
资助项目 | NSFC[61273193] ; NSFC[61120106011] ; NSFC[61134013] ; 973 program of China[2014CB845301] ; National Center for Mathematics and Interdisciplinary Sciences, Chinese Academy of Sciences |
WOS研究方向 | Automation & Control Systems ; Engineering |
WOS类目 | Automation & Control Systems ; Engineering, Electrical & Electronic |
WOS记录号 | WOS:000355316200016 |
出版者 | IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.amss.ac.cn/handle/2S8OKBNM/19857 |
专题 | 系统科学研究所 |
通讯作者 | Lei, Jinlong |
作者单位 | Chinese Acad Sci, Acad Math & Syst Sci, Inst Syst Sci, Key Lab Syst & Control, Beijing 100190, Peoples R China |
推荐引用方式 GB/T 7714 | Lei, Jinlong,Chen, Han-Fu. Distributed Randomized PageRank Algorithm Based on Stochastic Approximation[J]. IEEE TRANSACTIONS ON AUTOMATIC CONTROL,2015,60(6):1641-1646. |
APA | Lei, Jinlong,&Chen, Han-Fu.(2015).Distributed Randomized PageRank Algorithm Based on Stochastic Approximation.IEEE TRANSACTIONS ON AUTOMATIC CONTROL,60(6),1641-1646. |
MLA | Lei, Jinlong,et al."Distributed Randomized PageRank Algorithm Based on Stochastic Approximation".IEEE TRANSACTIONS ON AUTOMATIC CONTROL 60.6(2015):1641-1646. |
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